{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd0b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f",
   "display_name": "Python 3.8.5 64-bit (conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "my_seed = 2017\n",
    "np.random.seed(my_seed)\n",
    "\n",
    "import random \n",
    "random.seed(my_seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_set_name = \"uk_data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = np.fromfile(data_set_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_len = 10\n",
    "X = []\n",
    "Y = []\n",
    "for i in range(len(all_data)-sequence_len):\n",
    "    X.append(all_data[i:i+sequence_len])\n",
    "    Y.append(all_data[i+sequence_len])\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "# 默认shufft\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import svm\n",
    "SVR = svm.SVR()\n",
    "SVR.fit(X_train, Y_train)\n",
    "Y_predict = SVR.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预测的值\n",
    "Y_test_predict = Y_predict\n",
    "# 真实值\n",
    "Y_test_real =  Y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 6))\n",
    "fig.suptitle(data_set_name)\n",
    "\n",
    "x = np.arange(100, 150, 1)\n",
    "plt.subplots_adjust(wspace =0, hspace =0.5)#调整子图间距\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(x,Y_test_predict[100:150],label=\"预测值\")\n",
    "plt.plot(x,Y_test_real[100:150],label=\"真实值\")\n",
    "plt.ylabel('流量大小')\n",
    "\n",
    "plt.legend(loc=1,ncol=1)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.ylabel('流量大小')\n",
    "plt.plot(Y_test_predict,label=\"预测值\")\n",
    "plt.plot(Y_test_real,label=\"真实值\")\n",
    "#指定图例位置，1右上角，2左上角，3右下角，4左下角，0自动适应图像\n",
    "# plt.legend(loc=0,ncol=1)\n",
    "plt.legend(loc=1,ncol=1)\n",
    "\n",
    "plt.savefig(data_set_name+\"_svm_predict.png\",dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根均方误差(RMSE)：641.7730050071123\n",
      "平均绝对百分比误差(MAPE)：0.08381466976621492\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error as MSE\n",
    "\n",
    "def MAPE(true, pred):\n",
    "    diff = np.abs(np.array(true) - np.array(pred))\n",
    "    return np.mean(diff / true)\n",
    "def RMSE(predictions, targets):\n",
    "    return np.sqrt(((predictions - targets) ** 2).mean())\n",
    "\n",
    "    \n",
    "print(f\"根均方误差(RMSE)：{RMSE(Y_test_predict, Y_test_real)}\")\n",
    "print(f\"平均绝对百分比误差(MAPE)：{MAPE(Y_test_predict, Y_test_real)}\")\n"
   ]
  }
 ]
}